{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "import torch \n",
    "import torch.nn as nn\n",
    "import torch.utils.data as data\n",
    "import torch.optim as optim\n",
    "import torchvision.transforms as transforms\n",
    "import medmnist \n",
    "from medmnist import INFO,Evaluator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MedMNIST v2.0.1 @https://github.com/MedMNIST/MedMNIST/\n"
     ]
    }
   ],
   "source": [
    "print(f\"MedMNIST v{medmnist.__version__} @{medmnist.HOMEPAGE}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_flag='pathmnist'\n",
    "#data_flag='breastmnist'\n",
    "download =True\n",
    "\n",
    "NUM_EPOCHS=3\n",
    "BATCH_SIZE=64\n",
    "lr=0.01\n",
    "\n",
    "info =INFO[data_flag]\n",
    "task=info['task']#binary or multi\n",
    "n_channels=info['n_channels']\n",
    "n_classes=len(info['label'])# 标签种类数量\n",
    "\n",
    "DataClass=getattr(medmnist,info['python_class'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 预处理数据，压缩至dataloader格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using downloaded and verified file: /home/lenovo/.medmnist/pathmnist.npz\n",
      "Using downloaded and verified file: /home/lenovo/.medmnist/pathmnist.npz\n",
      "Using downloaded and verified file: /home/lenovo/.medmnist/pathmnist.npz\n"
     ]
    }
   ],
   "source": [
    "#preprocessing\n",
    "data_transform=transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(mean=[.5],std=[.5])\n",
    "])\n",
    "#load the data \n",
    "train_dataset=DataClass(split='train',transform=data_transform,download=download)\n",
    "test_dataset=DataClass(split='test',transform=data_transform,download=download)\n",
    "\n",
    "pil_dataset=DataClass(split='train',download=download)\n",
    "#encapsulate data into data form\n",
    "train_loader=data.DataLoader(dataset=train_dataset,batch_size=BATCH_SIZE,shuffle=True)\n",
    "#shuffle作用在于打乱数据集\n",
    "train_loader_at_eval=data.DataLoader(dataset=train_dataset,batch_size=2*BATCH_SIZE,shuffle=False)\n",
    "test_loader=data.DataLoader(dataset=test_dataset,batch_size=2*BATCH_SIZE,shuffle=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset PathMNIST (pathmnist)\n",
      "    Number of datapoints: 89996\n",
      "    Root location: /home/lenovo/.medmnist\n",
      "    Split: train\n",
      "    Task: multi-class\n",
      "    Number of channels: 3\n",
      "    Meaning of labels: {'0': 'adipose', '1': 'background', '2': 'debris', '3': 'lymphocytes', '4': 'mucus', '5': 'smooth muscle', '6': 'normal colon mucosa', '7': 'cancer-associated stroma', '8': 'colorectal adenocarcinoma epithelium'}\n",
      "    Number of samples: {'train': 89996, 'val': 10004, 'test': 7180}\n",
      "    Description: The PathMNIST is based on a prior study for predicting survival from colorectal cancer histology slides, providing a dataset (NCT-CRC-HE-100K) of 100,000 non-overlapping image patches from hematoxylin & eosin stained histological images, and a test dataset (CRC-VAL-HE-7K) of 7,180 image patches from a different clinical center. The dataset is comprised of 9 types of tissues, resulting in a multi-class classification task. We resize the source images of 3×224×224 into 3×28×28, and split NCT-CRC-HE-100K into training and validation set with a ratio of 9:1. The CRC-VAL-HE-7K is treated as the test set.\n",
      "    License: CC BY 4.0\n",
      "==========================\n",
      "Dataset PathMNIST (pathmnist)\n",
      "    Number of datapoints: 7180\n",
      "    Root location: /home/lenovo/.medmnist\n",
      "    Split: test\n",
      "    Task: multi-class\n",
      "    Number of channels: 3\n",
      "    Meaning of labels: {'0': 'adipose', '1': 'background', '2': 'debris', '3': 'lymphocytes', '4': 'mucus', '5': 'smooth muscle', '6': 'normal colon mucosa', '7': 'cancer-associated stroma', '8': 'colorectal adenocarcinoma epithelium'}\n",
      "    Number of samples: {'train': 89996, 'val': 10004, 'test': 7180}\n",
      "    Description: The PathMNIST is based on a prior study for predicting survival from colorectal cancer histology slides, providing a dataset (NCT-CRC-HE-100K) of 100,000 non-overlapping image patches from hematoxylin & eosin stained histological images, and a test dataset (CRC-VAL-HE-7K) of 7,180 image patches from a different clinical center. The dataset is comprised of 9 types of tissues, resulting in a multi-class classification task. We resize the source images of 3×224×224 into 3×28×28, and split NCT-CRC-HE-100K into training and validation set with a ratio of 9:1. The CRC-VAL-HE-7K is treated as the test set.\n",
      "    License: CC BY 4.0\n"
     ]
    }
   ],
   "source": [
    "print(train_dataset)\n",
    "print(\"==========================\")\n",
    "print(test_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=28x28 at 0x7F0ACF4A6E80>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualization\n",
    "train_dataset.montage(length=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=280x280 at 0x7F0ACF4AA2E0>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#montage\n",
    "train_dataset.montage(length=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# define the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#define a simple CNN model\n",
    "class Net(nn.Module):\n",
    "    def __init__(self,in_channels,num_classes):\n",
    "        super(Net,self).__init__()\n",
    "\n",
    "        self.layer1 = nn.Sequential(\n",
    "            nn.Conv2d(in_channels, 16, kernel_size=3),\n",
    "            nn.BatchNorm2d(16),\n",
    "            nn.ReLU())\n",
    "\n",
    "        self.layer2 = nn.Sequential(\n",
    "            nn.Conv2d(16, 16, kernel_size=3),\n",
    "            nn.BatchNorm2d(16),\n",
    "            nn.ReLU(),\n",
    "            nn.MaxPool2d(kernel_size=2, stride=2))\n",
    "\n",
    "        self.layer3 = nn.Sequential(\n",
    "            nn.Conv2d(16, 64, kernel_size=3),\n",
    "            nn.BatchNorm2d(64),\n",
    "            nn.ReLU())\n",
    "        \n",
    "        self.layer4 = nn.Sequential(\n",
    "            nn.Conv2d(64, 64, kernel_size=3),\n",
    "            nn.BatchNorm2d(64),\n",
    "            nn.ReLU())\n",
    "\n",
    "        self.layer5 = nn.Sequential(\n",
    "            nn.Conv2d(64, 64, kernel_size=3, padding=1),\n",
    "            nn.BatchNorm2d(64),\n",
    "            nn.ReLU(),\n",
    "            nn.MaxPool2d(kernel_size=2, stride=2))\n",
    "\n",
    "        self.fc = nn.Sequential(\n",
    "            nn.Linear(64 * 4 * 4, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, num_classes))\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.layer1(x)\n",
    "        x = self.layer2(x)\n",
    "        x = self.layer3(x)\n",
    "        x = self.layer4(x)\n",
    "        x = self.layer5(x)\n",
    "        x = x.view(x.size(0), -1)\n",
    "        x = self.fc(x)\n",
    "        return x\n",
    "model = Net(in_channels=n_channels,num_classes=n_classes)\n",
    "\n",
    "#define loss function and optimizer\n",
    "if task == \"multi-label,binary-class\":\n",
    "    criterion = nn.BCEWithLogitsLoss()\n",
    "else:\n",
    "    criterion=nn.CrossEntropyLoss()\n",
    "\n",
    "optimizer=optim.SGD(model.parameters(),lr=lr,momentum=0.9)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# start to train and evaluate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1407/1407 [01:24<00:00, 16.71it/s]\n",
      "100%|██████████| 1407/1407 [01:24<00:00, 16.73it/s]\n",
      "100%|██████████| 1407/1407 [01:23<00:00, 16.75it/s]\n"
     ]
    }
   ],
   "source": [
    "# train \n",
    "for epoch in range(NUM_EPOCHS):\n",
    "    train_correct=0\n",
    "    train_total=0\n",
    "    test_correct=0\n",
    "    test_total=0\n",
    "\n",
    "    model.train()\n",
    "    for inputs,targets in tqdm(train_loader):\n",
    "        #forward + backward + optimize\n",
    "        optimizer.zero_grad()\n",
    "        outputs=model(inputs)\n",
    "\n",
    "        if task =='multi-label,binary-class':\n",
    "            targets= targets.to(torch.float32)\n",
    "            loss=criterion(outputs,targets)\n",
    "        else:\n",
    "            targets=targets.squeeze().long()\n",
    "            loss=criterion(outputs,targets)\n",
    "\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "#### 为什么要用squeeze？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 在这里为什么要用squeeze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==>Evaluating\n",
      "train  acc: 0.993  auc:0.882\n",
      "test  acc: 0.953  auc:0.724\n"
     ]
    }
   ],
   "source": [
    "#evaluation\n",
    "\n",
    "def test(split):\n",
    "    model.eval()\n",
    "    y_true=torch.tensor([])\n",
    "    y_score=torch.tensor([])\n",
    "\n",
    "    data_loader=train_loader_at_eval if split =='train' else test_loader\n",
    "\n",
    "    with torch.no_grad():\n",
    "        for inputs, targets in data_loader:\n",
    "            outputs = model(inputs)\n",
    "\n",
    "            if task == 'multi-label, binary-class':\n",
    "                targets = targets.to(torch.float32)\n",
    "                outputs = outputs.softmax(dim=-1)\n",
    "            else:\n",
    "                targets = targets.squeeze().long()\n",
    "                outputs = outputs.softmax(dim=-1)\n",
    "                targets = targets.float().resize_(len(targets), 1)\n",
    "\n",
    "            y_true = torch.cat((y_true, targets), 0)\n",
    "            y_score = torch.cat((y_score, outputs), 0)\n",
    "\n",
    "        y_true = y_true.numpy()\n",
    "        y_score = y_score.detach().numpy()\n",
    "        \n",
    "        evaluator = Evaluator(data_flag, split)\n",
    "        metrics = evaluator.evaluate(y_score)\n",
    "    \n",
    "        print('%s  acc: %.3f  auc:%.3f' % (split, *metrics))\n",
    "\n",
    "print(\"==>Evaluating\")\n",
    "test('train')\n",
    "test('test')\n",
    "\n",
    "        "
   ]
  }
 ],
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